{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian test PG1244+026(11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import basinhopping\n",
    "from iminuit import Minuit\n",
    "\n",
    "import emcee\n",
    "from pprint import pprint\n",
    "import time\n",
    "from multiprocessing import Pool\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 似然函数 p; D = -2 ln p\n",
    "\n",
    "def twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata11 = pd.read_csv(\"perlist11.csv\")\n",
    "    f = perdata11['f']\n",
    "    per = perdata11['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata11)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 1198.2085408991218</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 236</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 1.3606866747958223e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#UrTcJXVuSA').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-2.42161</td>\n",
       "        <td>0.109639</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-3</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>log_f_b</td>\n",
       "        <td>-3.01924</td>\n",
       "        <td>0.159446</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-5</td>\n",
       "        <td>-2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>alpha_H</td>\n",
       "        <td>2.96541</td>\n",
       "        <td>0.786289</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.54479</td>\n",
       "        <td>0.0332904</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"UrTcJXVuSA\" style=\"display:none;\">\n",
       "<textarea rows=\"14\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -2.42161 & 0.109639 &  &  & -3.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & log $f_{b}$ & -3.01924 & 0.159446 &  &  & -5.0 & -2 & No\\\\\n",
       "\\hline\n",
       "2 & $\\alpha_{H}$ & 2.96541 & 0.786289 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "3 & poisson & 0.54479 & 0.0332904 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1198.2085408991218\n"
     ]
    }
   ],
   "source": [
    "m=Minuit(twi_minus_loglikelihood,log_A=math.log(0.005,10),log_f_b=math.log(1.7E-4,10),alpha_H=3.8,poisson=0.8,\n",
    "         error_log_A=0.1,error_log_f_b=0.1,error_alpha_H=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-3,-1), limit_log_f_b=(-5,-2),limit_alpha_H=(1.0,5.0),limit_poisson=(0,1),\n",
    "         errordef=1)\n",
    "\n",
    "m.migrad()\n",
    "\n",
    "pprint(m.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perdata11 = pd.read_csv(\"perlist11.csv\")\n",
    "f = perdata11['f']\n",
    "per = perdata11['per']\n",
    "\n",
    "alpha_L = 1.0\n",
    "log_A,log_f_b,alpha_H,poisson = m.values[0],m.values[1],m.values[2],m.values[3]\n",
    "\n",
    "model = []\n",
    "R_obs = []\n",
    "T_SSE_obs = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "    R_obs.append(2*per[i]/model[i])\n",
    "    T_SSE_obs += (((per[i]-model[i])/model[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=15)\n",
    "plt.ylabel(\"power\",fontsize=15)\n",
    "plt.tick_params(labelsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 15.164322744128333\n",
      "T_SSE = 726.4675254972815\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs = max(R_obs)\n",
    "print (\"T_R =\", T_R_obs)\n",
    "print (\"T_SSE =\", T_SSE_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list=[None for i in range(5000)]\n",
    "TR_list=[]\n",
    "TSSE_list=[]\n",
    "n_TR = 0\n",
    "n_TSSE = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list.append(max(R_simu))\n",
    "    TSSE_list.append(T_SSE_simu)\n",
    "    if TR_list[-1]>T_R_obs:\n",
    "        n_TR += 1\n",
    "    if TSSE_list[-1]>T_SSE_obs:\n",
    "        n_TSSE += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR/5000\n",
    "p_TR = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE/5000\n",
    "p_TSSE = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TSSE, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 均匀先验\n",
    "\n",
    "def lnprior(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    alpha_L = 1.0\n",
    "    if -3 < log_A < -1 and -6 < log_f_b < -2 and 1.0 < alpha_H < 6.0 and 0.0 < poisson < 1.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    lp = lnprior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 1131.5 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 4, 100\n",
    "pos = [[m.values[0],m.values[1],m.values[2],m.values[3]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.chain\n",
    "labels = [\"log_A\", \"log_f_b\", \"alpha_H\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log A} = -2.41043_{-0.09873} ^{+0.15063}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log f_b} = -3.03159_{-0.25682} ^{+0.13108}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha_H} = 2.90285_{-0.69557} ^{+0.94779}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 0.54251_{-0.03484} ^{+0.03257}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = sampler.chain[:, 100:, :].reshape((-1, ndim))\n",
    "\n",
    "labels = [\"log A\", \"log f_b\", \"alpha_H\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.5f}_{{-{1:.5f}}} ^{{+{2:.5f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples, labels=[\"$log A$\", \"$log f_b$\", \"$alpha_H$\", \"$poisson$\"],\n",
    "                      truths=[m.values[0], m.values[1], m.values[2], m.values[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def twi_minus_loglikelihood_nobreak(log_A,alpha,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata11 = pd.read_csv(\"perlist11.csv\")\n",
    "    f = perdata11['f']\n",
    "    per = perdata11['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata11)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 1204.9640491090825</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 151</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 1.5057112471496321e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#svMNOzgrpz').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-4.36168</td>\n",
       "        <td>0.334678</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.51836</td>\n",
       "        <td>0.104368</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.460208</td>\n",
       "        <td>0.0362279</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"svMNOzgrpz\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -4.36168 & 0.334678 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.51836 & 0.104368 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 0.460208 & 0.0362279 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1204.9640491090825\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#GVajILapKS').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-4.36168</td>\n",
       "        <td>0.334678</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.51836</td>\n",
       "        <td>0.104368</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.460208</td>\n",
       "        <td>0.0362279</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"GVajILapKS\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -4.36168 & 0.334678 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.51836 & 0.104368 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 0.460208 & 0.0362279 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n=Minuit(twi_minus_loglikelihood_nobreak,log_A=-9,alpha=2.0,poisson=1.0,\n",
    "         error_log_A=0.1,error_alpha=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-10,-1),limit_alpha=(1.0,5.0),limit_poisson=(0,1),\n",
    "         errordef=1)\n",
    "\n",
    "n.migrad()\n",
    "\n",
    "print(n.fval)\n",
    "n.print_param()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_A,alpha,poisson = n.values[0],n.values[1],n.values[2]\n",
    "        \n",
    "model2 = []\n",
    "R_obs_2 = []\n",
    "T_SSE_obs_2 = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model2.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "    R_obs_2.append(2*per[i]/model2[i])\n",
    "    T_SSE_obs_2 += (((per[i]-model2[i])/model2[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model2, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=13)\n",
    "plt.ylabel(\"power\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 15.972597904749191\n",
      "T_SSE = 756.144635268618\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs_2 = max(R_obs_2)\n",
    "print (\"T_R =\", T_R_obs_2)\n",
    "print (\"T_SSE =\", T_SSE_obs_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模拟\n",
    "    \n",
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list_2=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list_2[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list_2=[None for i in range(5000)]\n",
    "TR_list_2=[]\n",
    "TSSE_list_2=[]\n",
    "n_TR_2 = 0\n",
    "n_TSSE_2 = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list_2[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list_2[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list_2.append(max(R_simu))\n",
    "    TSSE_list_2.append(T_SSE_simu)\n",
    "    if TR_list_2[-1]>T_R_obs_2:\n",
    "        n_TR_2 += 1\n",
    "    if TSSE_list_2[-1]>T_SSE_obs_2:\n",
    "        n_TSSE_2 += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR_2/5000\n",
    "p_TR_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE_2/5000\n",
    "p_TSSE_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9,0.9,'p=%s'%p_TSSE_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对无截断幂律谱尝试emcee\n",
    "\n",
    "# 均匀先验\n",
    "\n",
    "def lnprior_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    if -10 < log_A < -1 and 1.0 < alpha < 5.0 and 0.0 < poisson < 1.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    lp = lnprior_nobreak(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood_nobreak(log_A,alpha,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 770.1 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 3, 100\n",
    "pos = [[n.values[0],n.values[1],n.values[2]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler_nobreak = emcee.EnsembleSampler(nwalkers, ndim, lnprob_nobreak)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler_nobreak.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples_nobreak = sampler_nobreak.chain\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples_nobreak[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples_nobreak[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log_A} = -4.4041668_{-0.3444426}^{+0.3362374}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha} = 1.5306289_{-0.1027134}^{+0.1082780}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 0.4644861_{-0.0376332}^{+0.0375807}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples_nobreak = sampler_nobreak.chain[:, 100:, :].reshape((-1, ndim))\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples_nobreak[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.7f}_{{-{1:.7f}}}^{{+{2:.7f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 547.2x547.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples_nobreak, labels=[\"$logA$\", \"$alpha$\", \"$poisson$\"],\n",
    "                      truths=[n.values[0], n.values[1], n.values[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.755508209960681\n"
     ]
    }
   ],
   "source": [
    "# LRT statistic\n",
    "T = n.fval-m.fval\n",
    "print(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "p = stats.chi2.pdf(T,1)\n",
    "p1 = (\"%.3f\" % p)\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.linspace(0,25,100),stats.chi2.pdf(np.linspace(0,25,100),df=1))\n",
    "plt.axvline(T,color=\"r\")\n",
    "plt.text(0.2,1.8,'p=%s'%p1,color='red',ha='center',transform=ax.transAxes,fontsize=13)\n",
    "plt.xlabel(\"LRT statistic\",fontsize=13)\n",
    "plt.ylabel(\"density\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
